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Gov. Polis signs prison bill targeting Colorado’s overcrowding crisis
Colorado Gov. Jared Polis on Tuesday signed a corrections bill that seeks to ease chronic overcrowding in state prisons by expanding earned‑time credits and launching a new working group to overhaul population management. Senate Bill 159 establishes a working group to make recommendations for how the Department of Corrections can reduce overcrowding in its facilities. […]
Gov. Polis signs prison reform bill targeting Colorado’s overcrowding crisis
Colorado Gov. Jared Polis on Tuesday signed a sweeping corrections bill that seeks to ease chronic overcrowding in state prisons by expanding earned‑time credits and launching a new working group to overhaul population management. Senate Bill 159, sponsored by Sens. Mike Weissman, D-Aurora, and Julie Gonzales, D-Denver, and Reps. Javier Mabrey, D-Denver, and Matthew Martinbez, […]
Tybee Island, Marine Science Center to host free Community Day
The City of Tybee Island and the Tybee Island Marine Science Center are teaming up for a special Community Day offering free admission for Tybee Island residents. The event will include interactive exhibits, family activities, raffle prizes and opportunities to learn more about coastal conservation.
Nvidia delivers earnings beat. See the key numbers.
Wall Street is closely watching Nvidia's fiscal year Q1 2027 earnings for signals on wider AI demand and the chipmaker's China business.
Q&A: The path to a PhD in computational science and engineering at MIT
MIT student Emily Williams describes her experience as the first to earn a doctorate via the PhD program in MIT's Center for Computational Science and Engineering.
Harvard faculty votes to make it more difficult for undergrads to earn A's
Faculty also approved a new system using average percentile rank rather than GPA to compare students for honors and awards
Harvard faculty votes to make it more difficult for undergrads to earn A's
Faculty also approved a new system using average percentile rank rather than GPA to compare students for honors and awards
Everything to know about Nvidia's autonomous driving business
Nvidia (NVDA) reports first quarter earnings on Wednesday after the closing bell. Yahoo Finance Senior Autos Reporter Pras Subramanian explains everything investors need to know about Nvidia's autonomous driving business.
HBJ wins 6 national business journalism awards, earns top newspaper honor
The Hartford Business Journal won six national editorial excellence awards from the Alliance of Area Business Publishers, including a gold award for best newspaper in the medium-sized tabloid category. The […]
Students win statewide Frederick Douglass debate tournament
Slippery Rock University is championing multicultural education through competition. Four SRU students earned first place in the statewide Frederick Douglass Institute Collaborative conference and debate…
I Hiked Using Robot Legs in the Grand Canyon. I Didn’t Even Need My Cane
After testing out the Hypershell X Ultra S exoskeleton on a Grand Canyon hike, I learned that this tech is a tool, not a cure for my disability. Here’s what it can do for you.
Wartburg Claims 22nd Consecutive A-R-C All-Sports Trophy; Earns 15th Triple Crown
CEDAR RAPIDS, Iowa – For the 22nd consecutive year, Wartburg College claimed the Combined All-Sports Championship Trophy, awarded to the conference's top overall athletic program, announced by the American Rivers Conference (A-R-C) today.
UConn Hartford Students Apply Organic Chemistry to Public Health
Through a service-learning partnership with UConn Student Health and Wellness, students in an organic chemistry lab at UConn Hartford applied course concept ...
Dexter Students Shine at Local Science Olympiad - The Sun Times News
By Marissa Dunham, Chrissy Hladky, and Rob Hladky On Saturday, May 9, over 2000 students from forty local elementary schools participated in a fun day of learning and competition at the Washtenaw County Science Olympiad (WESO), held at Pioneer High School in Ann Arbor. WESO was founded in 2002 and is an annual event offering ... Read more
Learn about forests, beavers and butterflies at free Northern Michigan science talks
Ten weeks of presentations cover forest ecology, global pollution, biodiversity genomics, and other environmental topics at the University of Michigan facility.
AI chatbots for health: How to use them safely and effectively
Use 5 easy prompts from the AMA to learn, simplify and prepare for care. Learn more from the AMA.
Sports promoter Barry Hearn to receive civic honour
The sports promoter and founder of Matchroom says he is "honoured" to be awarded the title.
Intermountain Health St. James receives major stroke certification
Intermountain Health St. James Hospital received an important certification. The facility earned Primary Stroke Certification from The Joint Commission, which
Bob Brooks, Labor Leader Backed by Top Democrats, Wins Pennsylvania House Primary
Mr. Brooks will face Representative Ryan Mackenzie, a Republican, in the fall. He earned endorsements from across his party, including Senator Bernie Sanders of Vermont and Gov. Josh Shapiro of Pennsylvania.
Marco Penge announces he's stepping away to focus on health
Marco Penge, second in the Race to Dubai on the European tour to earn a PGA Tour card, is stepping away to attend to his health.
"I'll buy 10 of those"—NASA science chief yearns for mass-produced satellites
How in the hell do I get more science into space? That is my goal."
Can food improve mental health?
Can food improve mental health? Learn what nutritional psychiatry says about diet, depression, ADHD, gut health, and common myths.
Ink Business Preferred vs. Capital One Venture Business: Which $95 annual fee business travel card is better?
The Ink Business Preferred and Capital One Venture Business both have $95 annual fees and earn flexible travel rewards.
Taylor Bishop soars toward political career thanks to MSU internships
When Taylor Bishop (Class of 2026) came to Morehead State University from nearly three hours away in Greensburg, he found two things that put him on a clear path to college graduation and his future career. The first was his interest in history growing up, which expanded into political science after he started taking classes at MSU. "I really got interested in politics when I got to Morehead State," Bishop said. "It was like learning a language that I'd never known, and I fell in love with it instantly." The second key factor that shaped much of Bishop's college experience was taking his First-Year Seminar with instructor Rebecca Wright. Wright is also the coordinator of internships for MSU's Center for Career Development & Experiential Education and gave Bishop some important advice. For more information on gaining real-world experience like education abroad and internships at Morehead State University, contact the Center for Career Development & Experiential Education at careerservices@moreheadstate.edu or 606-783-2233. To learn more about MSU's Department of History, Philosophy, Politics, Global Studies and Legal Studies programs, contact hgpl@moreheadstate.edu or 606-783-2655. "You need to get internships wherever you can so it can get you wherever you want." Bishop took those words to heart and for much of his undergraduate career, he benefited from several meaningful experiences outside of the classroom that expanded both his knowledge and his confidence to succeed.
Environmental Science Classes Earn Eco-Educator Award — Central Catholic High School
Central Catholic’s AP Environmental Science classes recently earned the Eco-Educator Award from the S.A.V.E. (Science Alliance for Valuing the Environment) Foundation. The S.A.V.E. Eco-Educator Award is a regional honor celebrating Toledo-area teachers who exhibit a strong commitment to en
As an aspiring science communicator, I learned a lot from an “eco artist”
Globally renowned, Xavier Cortada creates artwork to generate awareness about climate challenges. He inspired students during a campus visit, among them one who hopes to advocate for the environment.
13 Big Lessons You Learn In Business School
Graduating Senior Share The Most Important Takeaways From Four Years of School
Deutsche Bank Says Just Half of Business Earned Cost of Capital
Most of Deutsche Bank AG’s business activities still failed to earn their cost of capital last year, demonstrating the long struggle the German lender is facing in generating attractive shareholder returns.
Preschoolers learn more science when food is part of the lesson
A new study found that preschool children learned science and vocabulary better through gardening and food activities.
Jaelyn Hammersley Earns Global Prize at International Science Fair
OPRF junior Jaelyn Hammersley has earned a fourth-place award at the 2026 Regeneron International Science and Engineering Fair (ISEF), the world’s largest and most prestigious international high school science and engineering competition.
Curiosity Guides 2026 Keller Award Winners
Doctoral graduates Anna Yaschenko and Junjian Wang knew early on that genetics would be part of their future. In NC State labs, their innovative research earned them recognition as the 2026 recipients of the Kenneth R. Keller Research Award.
Preserving traditions and animal health in Colombia - WOAH - World Organisation for Animal Health
Animal health in Colombia - Indigenous communities have organised their productive systems around the concept of the chagra for centuries. Learn more.
These Memphis restaurants got perfect health inspection scores in April
Tennessee Health Department inspectors performed hundreds of health inspections in Shelby County in April. These 29 restaurants earned perfect scores.
Why 70–80% Of Small Business Sales Fail (And How To Avoid It)
Learn why 70–80% of small business sales fail and what owners can do to build a sellable business with stronger valuation, systems, and financial clarity.
YSU Business Students Earn Government Contracting Experience
YSU students are gaining firsthand insight into the world of federal procurement through immersive, applied learning experiences.
Women in Science: Dr Lauren Snyder - TIB-Blog
The blog series “Women in Science” introduces women from the TIB who give insights into their careers and personal experiences in science. Dr Lauren Snyder studied Ecology and Conservation Biology at Boston University and earned her PhD in Ecology & Evolutionary Biology at Cornell University. Now, she is the co-founder of the TIB Knowledge Loom, an Open Science digital library. In this interview, she talks about why having clear goals is just as important as being open to the unexpected, and why the people you work with play such an important role.
Accel Entertainment: All Eyes On Chicago
Accel Entertainment maintains steady earnings growth but remains rangebound. Click here to read more on ACEL stock and why it is a Hold.
Op-Ed: Student mental health program NJ4S must be preserved
Cutting funding would cause struggling youth to 'lose the very services that keep them safe, stable and ready to learn,' a principal writes
Modeling context-dependent RNA splicing by deep learning
Nature Computational Science - A framework called HELIX provides a strategy for predicting full-length transcript isoform usage across diverse biological contexts by integrating sequence features...
Kudos to Cheer Club, College of Business faculty, Cybersecurity team and more
Becky Cottrell, Ph.D., Department of Social Work, and Bridget Arend, Ph.D., School of Education Becky Cottrell from the Department of Social Work and Bridget Arend, Ph.D., from the School of Education co-authored an article recently published in an international journal. Read the article. Biff Baker, Ph.D., College of Business Biff Baker, Ph.D., received a Best in Track award from the Society for Advancement of Management for research examining bureaucratic inefficiencies within Section 8 subsidized housing programs. The study focuses on how administrative delays and communication breakdowns can create housing instability for families and discourage landlord participation. It also offers recommendations to improve accountability and trust in public housing systems. Brendan Fry, Ph.D., Department of Mathematics and Statistics Brendan Fry, Ph.D., professor in the Department of Mathematics and Statistics, co-authored the article “Modeling the Impact of Venous Collapsibility on Retinal Oxygenation,” published in the Journal of Theoretical Biology. The interdisciplinary research brought together scholars from the University of Delaware, Indiana University Indianapolis, McGill University and the Icahn School of Medicine at Mount Sinai Hospital. Access the article. Bridget Arend, Ph.D., School of Education Bridget Arend, Ph.D., professor in the School of Education, co-published the book “Facilitating Seven Ways of Learning: A Resource for More Purposeful, Effective, and Enjoyable College Teaching, Second Edition” with James R. Davis. The book explores practical approaches to improving college teaching and student learning experiences. Buy the book. College of Business Faculty At the 2026 Western Decision Sciences Institute international conference, Sally Baalbaki-Yassine, Ph.D., Debora Gilliard, Ph.D., and David Lynn Hoffman, Ph.D., from the College of Business received the Best Case Study Paper Award for “Oreo: A Global Success Story in Brand Evolution and Market Leadership.” Lisa McVicker, Ph.D., and Apryl Brodersen, Ph.D., also had their paper, “Electronic Performance Monitoring: Employer Panacea or Legal Quagmire?” accepted for publication in the Journal of Business Leadership. Community Engagement Exchange Program Metropolitan State University of Denver was selected to host international Fellow Aleja Henao Espitia of Bogotá, Colombia through the Community Engagement Exchange program funded by the U.S. Department of State. View Espitia's LinkedIn profile. David Varel, Ph.D., College of Letters, Arts and Sciences MSU Denver historian David Varel, Ph.D., has been awarded a 2026 ACLS Fellowship by the American Council of Learned Societies. The fellowship program supports outstanding scholarship in the humanities and social sciences, and selected just 63 scholars from more than 2,000 applicants this year. Varel’s project, “The Black Chicago School: Academic Activism in the Age of American Apartheid,” explores the work of Black scholars who challenged scientific racism, built alternative institutions and helped lay the foundation for the modern civil rights movement. The fellowship provides up to $60,000 to support full-time research and writing. Learn more about the fellowship. MSU Denver Office of Financial Aid Team Several MSU Denver employees were recognized for leadership and service during the Colorado Association of Financial Aid Administrators (CAFAA) conference held in May in Crested Butte. Don Holtzen, interim associate director of systems, chaired the conference and was recognized for his service as CAFAA conference chair and technology chair during the 2025-26 term. Holtzen also received the Postsecondary Institution Professional of the Year award, which recognizes financial-aid professionals who have made significant contributions to their institutions and to CAFAA. Tori Pacheco, associate director of Student Services, helped design décor and facilitate the conference and was recognized for her service as CAFAA secretary during the 2025-26 term. Destiny Candelaria, call center coordinator, served on the conference planning committee and presented on One Stops during the event. Michael Nguyen, executive director of Financial Aid and Scholarships, assisted as a CAFAA board member and was recognized for serving as president-elect during the 2025-26 term. Richard Balbag, program assistant I, received the Distinguished Support Staff Member of the Year award, honoring staff members who have made exceptional contributions to their financial-aid offices. Military Friendly Recognition Military Friendly has awarded MSU Denver Gold Status as a military-friendly university and ranked the University No. 7 nationally for military spouses. The recognition reflects MSU Denver’s strong support systems for veterans and military spouses, including transfer credit assistance and retention-focused resources. As of 2026, 1,050 military-connected students are enrolled at the University, advancing institutional priorities around serving veterans and supporting student retention. MSU Denver Cheer Club The MSU Denver Cheer Club earned third place in the 4-Year College Small Coed Intermediate division at the USA Spirit Nationals. Celebrate the win on Instagram. MSU Denver Cybersecurity Team An MSU Denver cybersecurity team earned first place in the Strategist category at the 2026 CYBER RECon National Competition hosted at Fort Meade, Maryland, by U.S. Cyber Command. Led by Jeffrey London, Ph.D., and undergraduate student Matthew Bopp, the team competed against universities and law schools nationwide with its 30-page legal analysis on cybersecurity and free speech titled “Freedom of Speech and MDM: Misinformation, Disinformation, and Malinformation.” The paper also earned Bopp a personal invitation to apply to the University of Maryland School of Law. MSU Denver Debate Team MSU Denver Debate won the 2026 Sierra Sustainability Summit hosted at Yosemite National Park in April. Students Kat Conte and Simon Bernhard bested teams from George Washington University, Gallaudet University, Cal Poly San Luis Obispo, the University of San Francisco and Tennessee Tech in the modified present-and-defend style competition. Their proposal recommended adapting Colorado’s Keep Colorado Wild Pass model to support California state parks facing budget constraints. Learn about the summit. MSU Denver Women’s Golf MSU Denver Women’s Golf was represented on the national stage this month as junior Neige Dunn competed as an individual at the NCAA West Regional. She became the first Roadrunner in 10 years to qualify for NCAA Regionals as an individual. Get the details.
Science behind sobriety field tests
Albany High students in Elizabeth Lopatniuk's health classes participated in a dynamic lesson about the effects of alcohol on the body. After taking an in-depth look at the science behind why and how alcohol slows the activities of the brain and central nervous system, students learned about how a variety of factors can impact the level of intoxication and how blood alcohol concentration can impair one's ability to operate a motor vehicle. Albany High Student Resource Officer Nick Schuler led students through an overview of field sobriety tests that are routinely performed during a traffic stop when an officer suspects a driver may be under the influence of alcohol. Officer Schuler explained the three elements of a physical sobriety test, including walking a straight line with turns and checks for motor skill patterns, standing on one foot to check for balance and following a moving stimulus with eyes only to check for Horizontal Gaze Nystagmus (HGN), an involuntary, rhythmic jerking of the eyes as they look to the side. Students volunteered to try walking a straight line both with and without alcohol impairment simulation goggles. Officer Schuler pointed out particular behaviors and patterns that would lead to a failed field sobriety test during the simulation. As prom and graduation festivities approach, we applaud our Albany High staff for empowering our Falcons with valuable lessons so they can make wise and safe choices.
Science behind sobriety field tests
Albany High students in Elizabeth Lopatniuk's health classes participated in a dynamic lesson about the effects of alcohol on the body. After taking an in-depth look at the science behind why and how alcohol slows the activities of the brain and central nervous system, students learned about how a variety of factors can impact the level of intoxication and how blood alcohol concentration can impair one's ability to operate a motor vehicle. Albany High Student Resource Officer Nick Schuler led students through an overview of field sobriety tests that are routinely performed during a traffic stop when an officer suspects a driver may be under the influence of alcohol. Officer Schuler explained the three elements of a physical sobriety test, including walking a straight line with turns and checks for motor skill patterns, standing on one foot to check for balance and following a moving stimulus with eyes only to check for Horizontal Gaze Nystagmus (HGN), an involuntary, rhythmic jerking of the eyes as they look to the side. Students volunteered to try walking a straight line both with and without alcohol impairment simulation goggles. Officer Schuler pointed out particular behaviors and patterns that would lead to a failed field sobriety test during the simulation. As prom and graduation festivities approach, we applaud our Albany High staff for empowering our Falcons with valuable lessons so they can make wise and safe choices.
Politics in park prove positive
More than 30 political candidates descended upon Cody for Politics in the Park, drawing voters from around the basin for the opportunity to meet, learn and voice their concerns.
Whoa! Netflix is Sending Narnia Heading to Theaters...What This Means for the Future of Film
(Welcome to the “Most Important Story of the Week”, my bi-weekly strategy column analyzing the most important (but often not buzziest) news story of the last two weeks. I’m the Entertainment Strategy Guy, a former streaming executive who now analyzes business strategy in the entertainment industry. Please subscribe.) Here’s a funny thing about the debate over whether streamers should release their movies in theaters first: Both sides think the other side represents the “conventional wisdom”. If you’ve been reading me for any amount of time, or even just scanned my front page, you know I think movies make more money by having a robust theatrical window compared to going straight-to-streaming. I’ve published thousands of words on this topic. And for years, I felt like I was standing up to a wave of opposition. See, while the “put your films in theaters to make money” take was obvious at any point before 2019, post-streaming revolution, most of the trendy thinkers took the opposite point of view. Big names argued that Netflix putting their film straight-to-streaming (“S-to-S” from here on out) actually made more money. Netflix was “disrupting” theaters, just as they disrupted Blockbuster Video, and since innovation is always good, this too was a great idea. This thinking then leaked into the mainstream business outlets like the Wall Street Journal and Bloomberg. I read many articles whose take boiled down to “Netflix makes tons of money from S-to-S releases” and “theaters were in structural decline” anyways. Covid-19 shutting down theaters and the 2023 strikes shutting down film production seemingly justified this point of view, as the box office struggled to return to 2017-2019 heights. Yet I’ve also read folks arguing the opposite point: the conventional wisdom says to put films in theaters! From some writers’ points of view, “everyone” actually agrees/agreed with my “send your films to theaters” take—especially the stodgy traditional studios—and folks still didn’t understand Netflix’s genius. I feel like, for the last two years, many people have argued this point as if it’s conventional wisdom. You know what? I may have been wrong. At this point, the “S-to-S strategy makes money” might be the minority viewpoint. Especially with the news this month that Netflix will put at least one film—Greta Gerwig’s Narnia film The Magician’s Nephew—in theaters in 2027 for a full 49-day run is big news. So that’s the story of the week, but I’ll also explain why they’re making this move now and why Netflix may not completely embrace theaters, along with other topics, like how I don’t buy Disney’s “super app” strategy, the latest good news out of the unions, my take on the latest attacks against free speech, and a whole lot more. Let’s get started. Subscribe Most Important Story of the Week - Netflix Goes to Theaters! Listen, I promise not to victory lap too hard today. As I just wrote, I’ve argued against sending films straight-to-streaming for—checks calendar—eight years now. Since 2018. Yikes. That’s a long time. And for years, others painted my thinking as “conventional” in that I was standing up for the status quo against trendy, cool disruption. And that’s not cool! But math is math, and I never could make the S-to-S numbers work. The only thing that ever enabled that model was Wall Street’s brief exuberance for it. It seems like the heads of Netflix now agree with me. (There were always rumors that former head of film for Netflix Scott Stuber argued internally for theatrical releases as well.) As they announced: “The Magician’s Nephew_—the first film in a Narnia series of films—will open on 12-Feb-2027, with a 49 day theatrical exclusive run.”_ I’m a little surprised at how little coverage this big change actually got. Credit to Bloomberg for leading with it and Matt Belloni’s The Town for highlighting it with the provocatively titled podcast “Hell Hath Frozen Over”. But after that? Instead of getting as much coverage as, say, the FCC’s latest egregious crackdown on free speech, this news story got crickets. But it’s massively more important for the future business of entertainment. So let’s start with the obvious question… Why Put Your Movies in Theaters? So…why should Netflix put (some!) of their movies in theaters? Well, I’ve already written that in a very, very, very long article from 2022: [ ](https://entertainment.substack.com/p/the-data-is-in-theatrical-films-massively) [ The Data Is In: Theatrical Films Massively Outperform Straight-To-Streaming Films ](https://entertainment.substack.com/p/the-data-is-in-theatrical-films-massively) Entertainment Strategy Guy · April 5, 2023 [ Read full story ](https://entertainment.substack.com/p/the-data-is-in-theatrical-films-massively) To summarize, theatrical runs make much more money, especially blockbusters, because they earn more money per viewing,1 and that helps boost home entertainment sales. Theatrical films also perform as well or better than the streaming-only films. Now, partially this is driven by increased marketing for said films, but said marketing ultimately boosts the awareness of the movies and drives improved streaming and library performance as well. Again, I’ve made this case after reviewing the economic models and streaming data for years. Just last week, Emily Horgan also made the case for kids films! Yes, it is probably conventional wisdom, but that’s also because it’s true! I’d also argue we’ve seen a lot of data in the various studios’ behavior. As I’ve noted before, the more a studio needs to make money, the likelier they are to put films in theaters. As such, Disney, Universal, Warner Bros., Paramount and Sony all send their major films to theaters. Even if they once made a big S-to-S push (*cough* Disney *cough*), they’ve since relented and returned to theaters. The tech companies don’t need to make money, per se, so it took them years to embrace theaters. Apple doesn’t need to make money because it doesn’t disclose their (likely) Quibi-sized losses each year. (They fear bad press more than losing money.) Amazon announced two years ago that they planned to make Amazon-MGM Studios/Prime Video profitable on its own, and guess what? Now they’re putting films in theaters. That leaves Netflix. They’re in between the “no need to make money at all” and the “desperately need to make money to offset linear TV declines”, so they had less pressure to put some films in theaters. Plus, for years, they were the sexy disruptor, and Wall Street rewarded them for that. (Honestly, they still do.) Yet, even Netflix likely saw the money they were leaving on the table (I’ve estimated it at an easy billion dollars before) so they changed their course. I heard one pundit argue that, because Netflix already makes so much money, they don’t need to make more money, which sort of goes against everything I’ve ever learned about business and economics. Again, to be super-nuanced, sending “films to theaters” does not mean EVERY film. TV movies have been a thing for decades. Lifetime films, Hallmark holiday films, Disney Channel Original Movies, and so on, don’t need theatrical runs. But films above a certain budget level (say $25 to 50 million) almost certainly need theaters to maximize their revenue. The Scenarios (with a Dose of Skepticism) Now time for some skepticism: it won’t surprise me at all if Netflix re-changes course. Specifically, Netflix announced that their Narnia film will go to theaters. And I’d bet anything we see KPop Demon Hunters 2: The Huntering2 also goes to theaters, cause it’s the surest hit outside of a Disney animated sequel right now. But how much does Netflix truly commit to theaters? They’ve already tried to emphasize that this is a one-off move. I see three broad scenarios:
Teaching with food boosts preschoolers' science knowledge and vocabulary
Using food in the classroom can help preschoolers learn more about science and increase their vocabulary skills, according to new research from North Carolina State University and East Carolina University. ...
Penn State Health earns fourth consecutive VETS Indexes employer award
For the fourth consecutive year, Penn State Health has been recognized by VETS Index for its commitment to hiring, retaining and supporting veterans. The College of Medicine also was honored.
Penn State Health earns fourth consecutive VETS Indexes employer award
For the fourth consecutive year, Penn State Health has been recognized by VETS Index for its commitment to hiring, retaining and supporting veterans. The College of Medicine also was honored.
Bridging Systems: How Kentucky is Improving Response to Emerging Health Threats
Learn how Kentucky is integrating public health and health care emergency programs to improve their emergency readiness in this blog.
UAMS Graduates 1,237 Health Professionals
The University of Arkansas for Medical Sciences (UAMS) recently held commencement ceremonies to recognize 1,237 students who earned degrees or certificates from the university’s five colleges and graduate school.
New MatterChat Model Helps AI to ‘See’ the Language of Science
From writing emails to generating computer code, much of the artificial intelligence prevalent in our daily lives has succeeded by mastering one domain: text. However, this leaves a major blind spot in the physical sciences, where models depend on the high-resolution, three-dimensional data of the physical world, like the intricate lattice of atoms in a crystal. Delivering on the promise of using AI for science requires teaching these data-driven text models to seamlessly “talk to” physics-based models. Now, a new AI framework from Lawrence Berkeley National Laboratory (Berkeley Lab), called MatterChat, solves this problem by creating a specialized “bridge.” It connects the conversational power of a Large Language Model (LLM) with a physics-based AI that models “interatomic potentials”: the complex physical forces between atoms. The resulting system already significantly outperforms general-purpose AI tools like GPT-4 at predicting material properties, and the team hopes it can accelerate scientific discovery by serving as a robust research partner that provides grounded insights and generates step-by-step instructions for synthesizing novel materials. A paper describing this work was recently published in Nature Machine Intelligence. “Traditional simulations can provide the physical rigor required for materials science, yet their computational cost remains prohibitive for high-throughput screening. Conversely, while LLMs excel at rapid knowledge synthesis, they inherently lack the ‘structural vision’ to interpret materials directly from their underlying atomic coordinates,” said Yingheng Tang, a postdoctoral researcher in Berkeley Lab’s Applied Math and Computational Research Division (AMCR) and lead author on the paper. “MatterChat was built to solve this dilemma, empowering LLMs with a structural ‘vision’ that allows researchers to leverage their full potential for solving complex, real-world materials challenges.” Empowering language models to solve complex challenges in materials science To build MatterChat, the Berkeley Lab team drew inspiration from technologies like Vision Question Answering (VQA) and Text-to-Image (T2I) generation. In these tasks, AI must translate high-level text concepts into visual images, or vice versa. Doing so requires developers to build tools that “bridge” two fundamentally different forms of data. The researchers adapted this concept to the physical sciences. With MatterChat, they created a “bridge model” that successfully connects an LLM’s general knowledge with the deep understanding of the atomic-scale world encoded in scientific interatomic potentials. Until now, researchers using LLMs to solve materials problems usually had to feed them raw data files as if they were just strings of text. It’s like asking an AI to understand a complex 3D engine based only on a parts list: the LLM can read the names, but it can’t “see” how the atoms fit together in space. MatterChat solves this by training a specialized AI bridge model, pre-trained on millions of crystal structures and an LLM, to align the LLM’s representation of the world with the interatomic potential’s representation of the world. The bridge model can translate physical insights into a format the LLM can actually understand. By giving the LLM these “scientific eyes”— a scientific “inductive bias” in the terminology of AI — the Berkeley Lab team has transformed it into a robust research tool capable of providing grounded scientific insights into complex materials challenges, such as predicting thermal stability or analyzing electronic band gaps. “We think of atoms as living in a physical space, but from a machine learning perspective, they are just vectors living in some very non-trivially structured manifold in a high-dimensional Euclidean space; and, of course, the same is true for the sentences and paragraphs that we use to express our ideas about those atoms,” said co-author Michael Mahoney, Berkeley Lab’s Scientific Data Division (SDD) AI Initiative Research Lead. “The bridge model basically gets those two structures to ‘talk with’ each other.” As a proof-of-concept of this general approach, the team trained their bridge model on a dataset curated by pairing nearly 143,000 stable atomic structures from the Materials Project with their corresponding physical properties. This training data was automatically assembled using the Materials Project’s API and deliberately enriched with properties fundamental to microelectronics design — like formation energy and bandgap — allowing MatterChat to learn the complex patterns connecting a material’s atomic blueprint to its functional performance. To validate their model, the researchers benchmarked MatterChat against a suite of other AI systems, from general-purpose LLMs to other specialized scientific AI methods. The results show that MatterChat consistently outperformed its competitors across a range of tasks. The model was more accurate in classifying material types and demonstrated superior precision in predicting numerical properties. For example, it excelled at predicting a material’s bandgap, a property critical for designing new electronics from high-capacity energy storage to next-generation computer chips. “Our design is significantly more efficient because we don’t have to build a massive AI model from the ground up,” said co-author Zhi (Jackie) Yao, a research scientist in Berkeley Lab’s AMCR. “Instead, we take two powerful, pre-trained models — a structural encoder for materials physics and an open-source LLM — and use them off-the-shelf. The only component we actually train is the lightweight ‘bridge model’ that translates between them. It’s the difference between building an entire car factory and simply designing a smart adapter that connects a world-class engine to a world-class navigation system. This approach is not only computationally efficient, but also makes the system modular, so we can easily upgrade components or adapt the bridge for other scientific domains in the future.” Crucially, this modular design highlights exactly how institutions like Berkeley Lab and the Department of Energy are carving out a highly valuable niche in the booming AI landscape. Rather than competing with Silicon Valley tech giants to build ever-larger language models from scratch, the lab is focusing on the specialized connective tissue that makes commercial AI useful for hardcore science. Because the bridge model approach underlying MatterChat is forward-compatible, it is perfectly positioned to leverage these parallel tracks of innovation. As Mahoney pointed out, “We expect that industry will continue to develop improved LLMs, and we expect domain scientists and facilities will continue to generate new data. An important part of scientific machine learning is not simply to solve problems on today’s data, but instead to develop general methods that will be forward-compatible with orders of magnitude more data, whether from scientific domains or from LLMs.” According to Yao, the MatterChat project, which was initially developed and enhanced with funding from a Berkeley Lab Laboratory Directed Research & Development (LDRD) Program, will now expand its capabilities. In a collaboration with Fermilab, MatterChat is already contributing to a U.S. Department of Energy Genesis Mission project — called Accelerating eXtreme Environment Specs-to-Silicon (AXESS) — that aims to speed up the development of next-generation, high-speed, radiation-hardened detectors for challenging particle physics experiments by using advanced 3D integrated circuits (chiplets) and AI-driven data analysis. In addition to the LDRD support, the team also credits supercomputing resources at the National Energy Research Scientific Computing Center (NERSC), located at Berkeley Lab, with MatterChat’s success. “We are incredibly grateful to NERSC; this research simply would not have happened without access to the Perlmutter supercomputer through their AI for Science program,” said Tang. Wenbin Xu, a NERSC postdoctoral fellow at the time, was also a major co-author of the work, as was Benjamin Erichson, a research scientist in Berkeley Lab’s SDD, highlighting the benefits of AMCR-SDD collaboration on AI for science. ### Lawrence Berkeley National Laboratory (Berkeley Lab) is committed to groundbreaking research focused on discovery science and solutions for abundant and reliable energy supplies. The lab’s expertise spans materials, chemistry, physics, biology, earth and environmental science, mathematics, and computing. Researchers from around the world rely on the lab’s world-class scientific facilities for their own pioneering research. Founded in 1931 on the belief that the biggest problems are best addressed by teams, Berkeley Lab and its scientists have been recognized with 17 Nobel Prizes. Berkeley Lab is a multiprogram national laboratory managed by the University of California for the U.S. Department of Energy’s Office of Science. DOE’s Office of Science is the single largest supporter of basic research in the physical sciences in the United States, and is working to address some of the most pressing challenges of our time. For more information, please visit energy.gov/science.
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Luke Moore ’26 came to Kansas Wesleyan on a music scholarship. He’s graduating this weekend (May 16) with a double major in Chemistry and Physics. He’s as active on the music side as he is with his science activities — he’s played the cello for 10 years, including four years at Kansas Wesleyan. It’s common, he said, for scientists and musicians to share those interests. “I’ve spoken to plenty of musicians who would have done science if they weren’t musicians, and I’ve talked to plenty of scientists who would have done music if they weren’t scientists,” Mooresaid. He played the cello in the string orchestra, which he’s done since his first year, and as a junior and senior, sang in the Philharmonic Choir as a bass. He hadn’t sung in a choir since middle schoolin Garden City, but he found he really enjoys that aspect of his college career. Also as a junior, Moore helped re-activate the STEM Club as vice president. For two years, he helped build the club’s battlebot. Last year the bot came home from battles in Kansas City in pieces, lots of pieces. This year it came home with the first-place trophy. He’s helped make frozen nitrogen ice cream at Homecoming and other events and helped organize the STEM Club’s first gingerbread house competition for the holidays. Willing to get his hands – and face – dirty for science, he encouraged fellow musicians and scientists to smash him in the face with whipped cream pies on Pi Day (March 14) as a fundraiser for the STEM Club. His capstone project involved developing a metallic organic framework (MOF) that takes a methylene blue dye out of water. “I’m proud that I was able to design this project, and I was proud that I did end up making the MOF,” Moore said. The professors and attitudes at KWU have made all this possible. “I don’t actually have time for everything,” Moore said. “I have to prioritize things. Things inevitably fall through the cracks, but it’s hard for me to choose one over the other, because I like a lot of things. And I don’t want to not do music, and I don’t want to not do science.” Moore said that Kansas Wesleyan, as a smaller university, gives students the opportunity to try things. “If I were to want to be in a music ensemble, it would probably be a bit harder in a larger school. One nice thing about this school is that everyone’s involved in something,” he said. “Professors know that you have other things going on, and they are flexible and understanding.” Moore has applied to grad schools, with an goal of earning his Ph.D. and landing at a university big enough to allow for a small research team that also gives him an opportunity to teach. He’s off to a good start. Moore is receiving the award for Outstanding Research in the Math, Physics and Computer Studies Department at Commencement this year. Story by Jean Kozubowski
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